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Sigma knowledge engineering system is an system for developing, viewing and debugging theories in first order logic. It works with Knowledge Interchange Format (KIF) and is optimized for the Suggested Upper Merged Ontology (SUMO) www.ontologyportal.org.

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package com.articulate.sigma;

import java.io.BufferedReader;
import java.io.BufferedWriter;
import java.io.IOException;
import java.io.InputStreamReader;
import java.io.OutputStreamWriter;
import java.util.*;

public class NER {

    /** *************************************************************
     */
    public static ArrayList extractEntities(String infile) throws IOException {
        
        ArrayList result = new ArrayList();
        Process _nlp;
        BufferedReader _reader; 
        BufferedWriter _writer; 
        BufferedReader _error;
        String stanfordCore = "/home/apease/Programs/stanford-ner-2014-10-26";
        String newcore = KBmanager.getMgr().getPref("stanford-ner");
        if (!StringUtil.emptyString(newcore))
        	stanfordCore = newcore;
        String execString = "/home/apease/Programs/java/jdk1.8.0_25/bin/java -mx700m " +
                "-classpath " + stanfordCore + "/stanford-ner.jar " +
                "edu.stanford.nlp.ie.crf.CRFClassifier " +
                //                 "-loadClassifier  /home/apease/Programs/stanford-ner-2014-10-26/classifiers/english.all.3class.distsim.crf.ser.gz " +
                //                 "-loadClassifier  /home/apease/Programs/stanford-ner-2014-10-26/classifiers/english.nowiki.3class.distsim.crf.ser.gz " +
                //                 "-loadClassifier  /home/apease/Programs/stanford-ner-2014-10-26/classifiers/english.conll.4class.distsim.crf.ser.gz " +
                "-loadClassifier " + stanfordCore + "/classifiers/english.muc.7class.distsim.crf.ser.gz " +
                "-textFile " + infile;
        System.out.println("INFO in NER.extractEntities(): executing: " + execString);
        _nlp = Runtime.getRuntime().exec(execString);
        _reader = new BufferedReader(new InputStreamReader(_nlp.getInputStream()));
        _error = new BufferedReader(new InputStreamReader(_nlp.getErrorStream()));
        //System.out.println("INFO in NER.extractEntities(): initializing process");
        String line = null; 
        while (true) {
            line = _reader.readLine(); 
            System.out.println(line);
            if (line == null)
                break;
            result.add(line);           
        }
        _writer = new BufferedWriter(new OutputStreamWriter(_nlp.getOutputStream()));
        
        return result;
    }

    /** *************************************************************
     */
    public static HashSet processExtraction (ArrayList lines) {
        
        HashSet result = new HashSet();
        for (int i = 0; i < lines.size(); i++) {
            String line = lines.get(i);
            String[] elements = line.split(" ");
            StringBuffer sb = new StringBuffer();
            String lastType = "O";
            for (int j = 0; j < elements.length; j++) {
                String type = elements[j].substring(elements[j].indexOf('/') + 1);
                String word = elements[j].substring(0,elements[j].indexOf('/'));
                System.out.println(word + "-" + type);
                if (!type.equals("O")) {
                    if (!type.equals(lastType)) {
                        if (!lastType.equals("O"))
                            result.add(sb.toString());
                        sb = new StringBuffer();
                        sb.append(word);
                    }
                    else 
                        sb.append("_" + word);
                }
                else {
                    if (!lastType.equals("O")) {
                        String SUMOclass = "";
                        if (lastType.equals("LOCATION"))
                            SUMOclass = "GeographicalArea";
                        if (lastType.equals("ORGANIZATION"))
                            SUMOclass = "Organization";
                        if (lastType.equals("PERSON"))
                            SUMOclass = "Human";
                        result.add(sb.toString() + ":" + SUMOclass);                        
                    }

                }
                lastType = type;
            }
        }
        return result;
    }
    
    /** *************************************************************
     */
    public static void main(String[] args) {

        if (args != null && args.length > 1 && args[0].equals("-f")) {
            try {
                ArrayList entities = extractEntities(args[1]);
                System.out.println(processExtraction(entities));
            }
            catch (Exception ex) {
                System.out.println(ex.getMessage());
                ex.printStackTrace();
            }
        }
        else if (args != null && args.length > 0 && args[0].equals("-h")) {
            System.out.println("Named Entity Recognition");
            System.out.println("  options:");
            System.out.println("  -h - show this help screen");
            System.out.println("  -f fname - run on one file");
        }
        else {

        }

    }
}




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